{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from statsmodels.tsa.seasonal import STL\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seasonal-Trend Decomposition using LOESS (STL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_interest = pd.read_csv('ice_cream_interest.csv')\n",
    "ice_cream_interest.set_index('month', inplace=True)\n",
    "ice_cream_interest = ice_cream_interest.asfreq(pd.infer_freq(ice_cream_interest.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x166aa394c48>]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(ice_cream_interest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(ice_cream_interest)\n",
    "for year in range(2004,2021):\n",
    "    plt.axvline(datetime(year,1,1), color='k', linestyle='--', alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visual Inspection: Mid-2011 and Late-2016"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform STL Decomp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "stl = STL(ice_cream_interest)\n",
    "result = stl.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "seasonal, trend, resid = result.seasonal, result.trend, result.resid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.subplot(4,1,1)\n",
    "plt.plot(ice_cream_interest)\n",
    "plt.title('Original Series', fontsize=16)\n",
    "\n",
    "plt.subplot(4,1,2)\n",
    "plt.plot(trend)\n",
    "plt.title('Trend', fontsize=16)\n",
    "\n",
    "plt.subplot(4,1,3)\n",
    "plt.plot(seasonal)\n",
    "plt.title('Seasonal', fontsize=16)\n",
    "\n",
    "plt.subplot(4,1,4)\n",
    "plt.plot(resid)\n",
    "plt.title('Residual', fontsize=16)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x166a7b5fe88>]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "estimated = trend + seasonal\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(ice_cream_interest)\n",
    "plt.plot(estimated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "resid_mu = resid.mean()\n",
    "resid_dev = resid.std()\n",
    "\n",
    "lower = resid_mu - 3*resid_dev\n",
    "upper = resid_mu + 3*resid_dev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731459.0, 737760.0)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(resid)\n",
    "\n",
    "plt.fill_between([datetime(2003,1,1), datetime(2021,8,1)], lower, upper, color='g', alpha=0.25, linestyle='--', linewidth=2)\n",
    "plt.xlim(datetime(2003,9,1), datetime(2020,12,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "anomalies = ice_cream_interest[(resid < lower) | (resid > upper)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x166a704f8c8>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(ice_cream_interest)\n",
    "for year in range(2004,2021):\n",
    "    plt.axvline(datetime(year,1,1), color='k', linestyle='--', alpha=0.5)\n",
    "    \n",
    "plt.scatter(anomalies.index, anomalies.interest, color='r', marker='D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>interest</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            interest\n",
       "month               \n",
       "2011-04-01        45\n",
       "2015-12-01        25\n",
       "2016-12-01        66"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anomalies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
